Download e-book for iPad: Applications of Evolutionary Computation: 19th European by Giovanni Squillero, Paolo Burelli

By Giovanni Squillero, Paolo Burelli

ISBN-10: 3319311522

ISBN-13: 9783319311524

ISBN-10: 3319311530

ISBN-13: 9783319311531

The volumes LNCS 9597 and 9598 represent the refereed convention complaints of the nineteenth ecu convention at the functions of Evolutionary Computation, EvoApplications 2016, held in Porto, Portugal, in March/April 2016, co-located with the Evo* 2016 occasions EuroGP, EvoCOP, and EvoMUSART.

The fifty seven revised complete papers provided including 17 poster papers have been conscientiously reviewed and chosen from one hundred fifteen submissions. EvoApplications 2016 consisted of the subsequent thirteen tracks: EvoBAFIN (natural computing tools in company analytics and finance), EvoBIO (evolutionary computation, computer studying and information mining in computational biology), EvoCOMNET (nature-inspired concepts for telecommunication networks and different parallel and disbursed systems), EvoCOMPLEX (evolutionary algorithms and intricate systems), EvoENERGY (evolutionary computation in power applications), EvoGAMES (bio-inspired algorithms in games), EvoIASP (evolutionary computation in photo research, sign processing, and trend recognition), EvoINDUSTRY (nature-inspired innovations in business settings), EvoNUM (bio-inspired algorithms for non-stop parameter optimization), EvoPAR (parallel implementation of evolutionary algorithms), EvoRISK (computational intelligence for threat administration, protection and defence applications), EvoROBOT (evolutionary robotics), and EvoSTOC (evolutionary algorithms in stochastic and dynamic environments).

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Extra info for Applications of Evolutionary Computation: 19th European Conference, EvoApplications 2016, Porto, Portugal, March 30 -- April 1, 2016, Proceedings, Part II

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Basic Linear Geostatistics. Springer, Heidelberg (1998) 2. : Local-meta-model CMA-ES for partially separable functions. In: Genetic and Evolutionary Computation Conference (GECCO), pp. 869–876 (2011) 3. : Adaptive-surrogate based on a neuro-fuzzy network and granular computing. In: Genetic and Evolutionary Computation Conference (GECCO), pp. 761–768 (2014) 4. : Do we need hundreds of classifiers to solve real world classification problems? J. Mach. Learn. Res. 15(1), 3133–3181 (2014) 5. : A surrogate-assisted differential evolution algorithm with dynamic parameters selection for solving expensive optimization problems.

Generating a random integer from 0 to the length of the chromosome. 2. Choosing the bit in that position and flipping it 3. Building a chromosome with the value of that bit changed. These operations deal mostly with random number generation and then list, string or vector processing. In general, copying and creating strings could depend on the length, but its implementation might vary from one language to another. The next operation, two-point crossover is performed as follows: – Generating two random integers with a range from 0 to the length of the chromosomes.

Salah et al. Listing 1. GDO Update Archive Method Input: MemoryArchive, Individuals, Resolution Output: MemoryArchive for Individuali ∈ Individuals do Key ← FindSlot(Individuali ) if KeyExist(MemoryArchive,Key) then IncreaseValue(MemoryArchive,Key,1) else AddKey(MemoryArchive,Key) SetValue(MemoryArchive,Key,1) end if end for Return (MemoryArchive) where N is the value matching the slot key in the archive or zero if the slot does not yet belong to the archive. Finally, the calculated probability P is compared to the probability threshold parameter of the algorithm, Pth , and if P > Pth then a new individual is initialized randomly in this specific slot.

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Applications of Evolutionary Computation: 19th European Conference, EvoApplications 2016, Porto, Portugal, March 30 -- April 1, 2016, Proceedings, Part II by Giovanni Squillero, Paolo Burelli

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